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1   %\section{Systematics Uncertainties on the Background Prediction}
2   %\label{sec:systematics}
3  
4 < [ADD INTRODUCTORY BLURB ON UNCERTAINTIES \\
5 < ADD COMPARISONS OF ALL THE ALTERNATIVE SAMPLES FOR ALL THE SIGNAL
6 < REGIONS \\
7 < LIST ALL THE UNCERTAINTIES INCLUDED AND THEIR VALUES]
4 > In this Section we discuss the systematic uncertainty on the BG
5 > prediction.  This prediction is assembled from the event
6 > counts in the peak region of the transverse mass distribution as
7 > well as Monte Carlo
8 > with a number of correction factors, as described previously.
9 > The
10 > final uncertainty on the prediction is built up from the uncertainties in these
11 > individual
12 > components.
13 > The calculation is done for each signal
14 > region,
15 > for electrons and muons separately.
16 >
17 > The choice to normalizing to the peak region of $M_T$ has the
18 > advantage that some uncertainties, e.g., luminosity, cancel.
19 > It does however introduce complications because it couples
20 > some of the uncertainties in non-trivial ways.  For example,
21 > the primary effect of an uncertainty on the rare MC cross-section
22 > is to introduce an uncertainty in the rare MC background estimate
23 > which comes entirely from MC.   But this uncertainty also affects,
24 > for example,
25 > the $t\bar{t} \to$ dilepton BG estimate because it changes the
26 > $t\bar{t}$ normalization to the peak region (because some of the
27 > events in the peak region are from rare processes).  These effects
28 > are carefully accounted for.  The contribution to the overall
29 > uncertainty from each BG source is tabulated in
30 > Section~\ref{sec:bgunc-bottomline}.
31 > First, however, we discuss the uncertainties one-by-one and we comment
32 > on their impact on the overall result, at least to first order.
33 > Second order effects, such as the one described, are also included.
34 >
35 > \subsection{Statistical uncertainties on the event counts in the $M_T$
36 > peak regions}
37 > These vary between 2\% and 20\%, depending on the signal region
38 > (different
39 > signal regions have different \met\ requirements, thus they also have
40 > different $M_T$ regions used as control.
41 > Since
42 > the major BG, eg, $t\bar{t}$ are normalized to the peak regions, this
43 > fractional uncertainty is pretty much carried through all the way to
44 > the end.  There is also an uncertainty from the finite MC event counts
45 > in the $M_T$ peak regions.  This is also included, but it is smaller.
46 >
47 > Normalizing to the $M_T$ peak has the distinct advantages that
48 > uncertainties on luminosity, cross-sections, trigger efficiency,
49 > lepton ID, cancel out.
50 > For the low statistics regions with high \met requirements, the
51 > price to pay in terms of event count statistical uncertainties starts
52 > to become significant.  In the future we may consider a different
53 > normalization startegy in the low statistics regions.
54 >
55 > \subsection{Uncertainty from the choice of $M_T$ peak region}
56 >
57 > This choice affects the scale factors of Table~\ref{tab:mtpeaksf}.  
58 > If the $M_T$ peak region is not well modelled, this would introduce an
59 > uncertainty.
60 >
61 > We have tested this possibility by recalculating the post veto scale factors for a different
62 > choice
63 > of $M_T$ peak region ($40 < M_T < 100$ GeV instead of the default
64 > $50 < M_T < 80$ GeV.  This is shown in Table~\ref{tab:mtpeaksf2}.  
65 > The two results for the scale factors are very compatible.
66 > We do not take any systematic uncertainty for this possible effect.
67 >
68 > \begin{table}[!h]
69 > \begin{center}
70 > {\footnotesize
71 > \begin{tabular}{l||c|c|c|c|c|c|c}
72 > \hline
73 > Sample              & SRA & SRB & SRC & SRD & SRE & SRF & SRG\\
74 > \hline
75 > \hline
76 > \multicolumn{8}{c}{$50 \leq \mt \leq 80$} \\
77 > \hline
78 > $\mu$ pre-veto \mt-SF      & $1.02 \pm 0.02$ & $0.95 \pm 0.03$ & $0.90 \pm 0.05$ & $0.98 \pm 0.08$ & $0.97 \pm 0.13$ & $0.85 \pm 0.18$ & $0.92 \pm 0.31$ \\
79 > $\mu$ post-veto \mt-SF     & $1.00 \pm 0.02$ & $0.95 \pm 0.03$ & $0.91 \pm 0.05$ & $1.00 \pm 0.09$ & $0.99 \pm 0.13$ & $0.85 \pm 0.18$ & $0.96 \pm 0.31$ \\
80 > \hline
81 > $\mu$ veto \mt-SF          & $0.98 \pm 0.01$ & $0.99 \pm 0.01$ & $1.01 \pm 0.02$ & $1.02 \pm 0.04$ & $1.02 \pm 0.06$ & $1.00 \pm 0.09$ & $1.04 \pm 0.11$ \\
82 > \hline
83 > \hline
84 > e pre-veto \mt-SF          & $0.95 \pm 0.02$ & $0.95 \pm 0.03$ & $0.94 \pm 0.06$ & $0.85 \pm 0.09$ & $0.84 \pm 0.13$ & $1.05 \pm 0.23$ & $1.04 \pm 0.33$ \\
85 > e post-veto \mt-SF         & $0.92 \pm 0.02$ & $0.91 \pm 0.03$ & $0.91 \pm 0.06$ & $0.74 \pm 0.08$ & $0.75 \pm 0.13$ & $0.91 \pm 0.22$ & $1.01 \pm 0.33$ \\
86 > \hline
87 > e veto \mt-SF      & $0.97 \pm 0.01$ & $0.96 \pm 0.02$ & $0.97 \pm 0.03$ & $0.87 \pm 0.05$ & $0.89 \pm 0.08$ & $0.86 \pm 0.11$ & $0.97 \pm 0.14$ \\
88 > \hline
89 > \hline
90 > \multicolumn{8}{c}{$40 \leq \mt \leq 100$} \\
91 > \hline
92 > $\mu$ pre-veto \mt-SF      & $1.02 \pm 0.01$ & $0.97 \pm 0.02$ & $0.91 \pm 0.05$ & $0.95 \pm 0.06$ & $0.97 \pm 0.10$ & $0.80 \pm 0.14$ & $0.74 \pm 0.22$ \\
93 > $\mu$ post-veto \mt-SF     & $1.00 \pm 0.01$ & $0.96 \pm 0.02$ & $0.90 \pm 0.04$ & $0.98 \pm 0.07$ & $1.00 \pm 0.11$ & $0.80 \pm 0.15$ & $0.81 \pm 0.24$ \\
94 > \hline
95 > $\mu$ veto \mt-SF          & $0.98 \pm 0.01$ & $0.99 \pm 0.01$ & $0.99 \pm 0.02$ & $1.03 \pm 0.03$ & $1.03 \pm 0.05$ & $1.01 \pm 0.08$ & $1.09 \pm 0.09$ \\
96 > \hline
97 > \hline
98 > e pre-veto \mt-SF          & $0.97 \pm 0.01$ & $0.93 \pm 0.02$ & $0.94 \pm 0.04$ & $0.81 \pm 0.06$ & $0.86 \pm 0.10$ & $0.95 \pm 0.17$ & $1.06 \pm 0.26$ \\
99 > e post-veto \mt-SF         & $0.94 \pm 0.01$ & $0.91 \pm 0.02$ & $0.91 \pm 0.04$ & $0.71 \pm 0.06$ & $0.82 \pm 0.10$ & $0.93 \pm 0.17$ & $1.09 \pm 0.27$ \\
100 > \hline
101 > e veto \mt-SF      & $0.97 \pm 0.01$ & $0.98 \pm 0.01$ & $0.97 \pm 0.02$ & $0.88 \pm 0.04$ & $0.95 \pm 0.06$ & $0.98 \pm 0.08$ & $1.03 \pm 0.09$ \\
102 > \hline
103 > \end{tabular}}
104 > \caption{ \mt\ peak Data/MC scale factors. The pre-veto SFs are applied to the
105 >  \ttdl\ sample, while the post-veto SFs are applied to the single
106 >  lepton samples. The veto SF is shown for comparison across channels.
107 >  The raw MC is used for backgrounds from rare processes.
108 >  The uncertainties are statistical only.
109 > \label{tab:mtpeaksf2}}
110 > \end{center}
111 > \end{table}
112 >
113 >
114 > \subsection{Uncertainty on the Wjets cross-section and the rare MC cross-sections}
115 > These are taken as 50\%, uncorrelated.  
116 > The primary effect is to introduce a 50\%
117 > uncertainty
118 > on the $W +$ jets and rare BG
119 > background predictions, respectively.  However they also
120 > have an effect on the other BGs via the $M_T$ peak normalization
121 > in a way that tends to reduce the uncertainty.  This is easy
122 > to understand: if the $W$ cross-section is increased by 50\%, then
123 > the $W$ background goes up.  But the number of $M_T$ peak events
124 > attributed to $t\bar{t}$ goes down, and since the $t\bar{t}$ BG is
125 > scaled to the number of $t\bar{t}$ events in the peak, the $t\bar{t}$
126 > BG goes down.  
127 >
128 > \subsection{Scale factors for the tail-to-peak ratios for lepton +
129 >  jets top and W events}
130 > These tail-to-peak ratios are described in Section~\ref{sec:ttp}.
131 > They are studied in CR1 and CR2.  The studies are described
132 > in Sections~\ref{sec:cr1} and~\ref{sec:cr2}), respectively, where
133 > we also give the uncertainty on the scale factors.  See
134 > Tables~\ref{tab:cr1yields}
135 > and~\ref{tab:cr2yields}, scale factors $SFR_{wjet}$ and $SFR_{top})$.
136 >
137 > \subsection{Uncertainty on extra jet radiation for dilepton
138 >  background}
139 > As discussed in Section~\ref{sec:jetmultiplicity}, the
140 > jet distribution in
141 > $t\bar{t} \to$
142 > dilepton MC is rescaled by the factors $K_3$ and $K_4$ to make
143 > it agree with the data.  The 3\% uncertainties on $K_3$ and $K_4$
144 > comes from data/MC statistics.  This  
145 > result directly in a 3\% uncertainty on the dilepton BG, which is by far
146 > the most important one.
147 >
148 > \subsection{Uncertainty from MC statistics}
149 > This affects mostly the \ttll\ background estimate, which is taken
150 > from
151 > Monte Carlo with appropriate correction factors.  This uncertainty
152 > is negligible in the low \met\ signal regions, and grows to about
153 > 15\% in SRG.
154 >
155  
156   \subsection{Uncertainty on the \ttll\ Acceptance}
157  
# Line 31 | Line 178 | The variations considered are
178    value for the scale used is $Q^2 = m_{\mathrm{top}}^2 +
179    \sum_{\mathrm{jets}} \pt^2$.
180   \item Alternative generators: Samples produced with different
181 <  generators include MC@NLO and Powheg (NLO generators) and
35 <  Pythia (LO). It may also be noted that MC@NLO uses Herwig6 for the
36 <  hadronisation, while POWHEG uses Pythia6.
181 >  generators, Powheg (our default) and Madgraph.
182   \item Modeling of taus: The alternative sample does not include
183    Tauola and is otherwise identical to the Powheg sample.
184    This effect was studied earlier using 7~TeV samples and found to be negligible.
# Line 48 | Line 193 | The variations considered are
193    This effect was studied earlier using 7~TeV samples and found to be negligible.
194    \end{itemize}
195  
51
196   \begin{figure}[hbt]
197    \begin{center}
198 <        \includegraphics[width=0.8\linewidth]{plots/n_dl_syst_comp.png}
198 >        \includegraphics[width=0.5\linewidth]{plots/n_dl_comp_SRA.pdf}%
199 >        \includegraphics[width=0.5\linewidth]{plots/n_dl_comp_SRB.pdf}
200 >        \includegraphics[width=0.5\linewidth]{plots/n_dl_comp_SRC.pdf}%
201 >        \includegraphics[width=0.5\linewidth]{plots/n_dl_comp_SRD.pdf}
202 >        \includegraphics[width=0.5\linewidth]{plots/n_dl_comp_SRE.pdf}
203          \caption{
204 <          \label{fig:ttllsyst}%\protect
204 >          \label{fig:ttllsyst}\protect
205            Comparison of the \ttll\ central prediction with those using
206            alternative MC samples. The blue band corresponds to the
207            total statistical error for all data and MC samples. The
208            alternative sample predictions are indicated by the
209            datapoints. The uncertainties on the alternative predictions
210            correspond to the uncorrelated statistical uncertainty from
211 <          the size of the alternative sample only.}
211 >          the size of the alternative sample only.  Note the
212 >          suppressed vertical scales.}
213        \end{center}
214      \end{figure}
215  
216  
217 + \begin{table}[!h]
218 + \begin{center}
219 + {\footnotesize
220 + \begin{tabular}{l||c|c|c|c|c|c|c}
221 + \hline
222 + $\Delta/N$  [\%] & Madgraph & Mass Up & Mass Down & Scale Up & Scale Down &
223 + Match Up & Match Down \\
224 + \hline
225 + \hline
226 + SRA      & $2$ & $2$ & $5$ & $12$ & $7$ & $0$ & $2$  \\
227 + \hline
228 + SRB      & $6$ & $0$ & $6$ & $5$ & $12$ & $5$ & $6$  \\
229 + \hline
230 + % SRC    & $10$ & $3$ & $2$ & $12$ & $14$ & $16$ & $4$  \\
231 + % \hline
232 + % SRD    & $10$ & $6$ & $6$ & $21$ & $15$ & $19$ & $0$  \\
233 + % \hline
234 + % SRE    & $6$ & $17$ & $15$ & $2$ & $12$ & $17$ & $8$  \\
235 + \hline
236 + \end{tabular}}
237 + \caption{ Relative difference in \ttdl\ predictions for alternative MC
238 +  samples in
239 + the higher statistics regions SRA and SRB.  These differences
240 + are based on the central values of the predictions.  For a fuller
241 + picture
242 + of the situation, including statistical uncertainites, see Fig.~\ref{fig:ttllsyst}.
243 + \label{tab:fracdiff}}
244 + \end{center}
245 + \end{table}
246 +
247 +
248 + In Fig.~\ref{fig:ttllsyst} we compare the alternate MC \ttll\ background predictions
249 + for regions A through E.  We can make the following observations based
250 + on this Figure.
251 +
252 + \begin{itemize}
253 + \item In the tighter signal regions we are running out of
254 +  statistics.    
255 + \item Within the limited statistics, there is no evidence that the
256 +  situation changes as we go from signal region A to signal region E.
257 + Therefore, we assess a systematic based on the relatively high
258 + statistics
259 + test in signal region A, and apply the same systematic uncertainty
260 + to all other regions.
261 + \item In order to fully (as opposed as 1$\sigma$) cover the
262 + alternative MC variations in region A we would have to take a
263 + systematic
264 + uncertainty of $\approx 10\%$.  This would be driven by the
265 + scale up/scale down variations, see Table~\ref{tab:fracdiff}.
266 + \end{itemize}
267 +
268 + \begin{table}[!ht]
269 + \begin{center}
270 + \begin{tabular}{l|c|c}
271 + \hline
272 +            Sample
273 +            &                K3   & K4\\
274 + \hline
275 + \hline
276 + Powheg     & $1.01 \pm 0.03$ & $0.93 \pm 0.04$ \\
277 + Madgraph  & $1.01 \pm 0.04$ & $0.92 \pm 0.04$ \\
278 + Mass Up    & $1.00 \pm 0.04$ & $0.92 \pm 0.04$ \\
279 + Mass Down    & $1.06 \pm 0.04$ & $0.99 \pm 0.05$ \\
280 + Scale Up    & $1.14 \pm 0.04$ & $1.23 \pm 0.06$ \\
281 + Scale Down    & $0.89 \pm 0.03$ & $0.74 \pm 0.03$ \\
282 + Match Up    & $1.02 \pm 0.04$ & $0.97 \pm 0.04$ \\
283 + Match Down    & $1.02 \pm 0.04$ & $0.91 \pm 0.04$ \\
284 + \hline
285 + \end{tabular}
286 + \caption{$\met>100$ GeV: Data/MC scale factors used to account for differences in the
287 +  fraction of events with additional hard jets from radiation in
288 +  \ttll\ events. \label{tab:njetskfactors_met100}}
289 + \end{center}
290 + \end{table}
291 +
292 +
293 + However, we have two pieces of information indicating that the
294 + scale up/scale down variations are inconsistent with the data.
295 + These are described below.
296 +
297 + The first piece of information is that the jet multiplicity in the scale
298 + up/scale down sample is the most inconsistent with the data.  This can be shown
299 + in Table~\ref{tab:njetskfactors_met100}, where we tabulate the
300 + $K_3$ and $K_4$ factors of Section~\ref{tab:njetskfactors_met100} for
301 + different \ttbar\ MC samples.  The data/MC disagreement in the $N_{jets}$
302 + distribution
303 + for the scale up/scale down samples is also shown in Fig.~\ref{fig:dileptonnjets_scaleup}
304 + and~\ref{fig:dileptonnjets_scaledw}.  This should be compared with the
305 + equivalent $N_{jets}$ plots for the default Powheg MC, see
306 + Fig.~\ref{fig:dileptonnjets}, which agrees much better with data.
307 +
308 + \begin{figure}[hbt]
309 +  \begin{center}
310 +        \includegraphics[width=0.5\linewidth]{plots/njets_all_met50_mueg_scaleup.pdf}
311 +        \includegraphics[width=0.5\linewidth]{plots/njets_all_met50_diel_scaleup.pdf}%
312 +        \includegraphics[width=0.5\linewidth]{plots/njets_all_met50_dimu_scaleup.pdf}
313 +        \caption{
314 +          \label{fig:dileptonnjets_scaleup}%\protect
315 +          SCALE UP: Comparison of the jet multiplicity distribution in data and MC for dilepton events in the \E-\M\
316 +          (top), \E-\E\ (bottom left) and \M-\M\ (bottom right) channels.}  
317 +      \end{center}
318 + \end{figure}
319 +
320 + \begin{figure}[hbt]
321 +  \begin{center}
322 +        \includegraphics[width=0.5\linewidth]{plots/njets_all_met50_mueg_scaledw.pdf}
323 +        \includegraphics[width=0.5\linewidth]{plots/njets_all_met50_diel_scaledw.pdf}%
324 +        \includegraphics[width=0.5\linewidth]{plots/njets_all_met50_dimu_scaledw.pdf}
325 +        \caption{
326 +          \label{fig:dileptonnjets_scaledw}%\protect
327 +          SCALE DOWN: Comparison of the jet multiplicity distribution in data and MC for dilepton events in the \E-\M\
328 +          (top), \E-\E\ (bottom left) and \M-\M\ (bottom right) channels.}  
329 +      \end{center}
330 + \end{figure}
331 +
332 +
333 + \clearpage
334 +
335 + The second piece of information is that we have performed closure
336 + tests in CR5 using the alternative MC samples.  These are exactly
337 + the same tests as the one performed in Section~\ref{sec:CR5} on the
338 + Powheg sample.  As we argued previously, this is a very powerful
339 + test of the background calculation.
340 + The results of this test are summarized in Table~\ref{tab:hugecr5yields}.
341 + Concentrating on the relatively high statistics CR5A region, we see
342 + for all \ttbar\ MC samples except scale up/scale down we obtain
343 + closure within 1$\sigma$.  The scale up/scale down tests closes
344 + worse, only within 2$\sigma$.  This again is evidence that the
345 + scale up/scale down variations are in disagreement with the data.
346 +
347 + \input{hugeCR5Table.tex}
348 +
349 + Based on the two observations above, we argue that the MC
350 + scale up/scale down variations are too extreme.  We feel that
351 + a reasonable choice would be to take one-half of the scale up/scale
352 + down variations in our MC.  This factor of 1/2 would then bring
353 + the discrepancy in the closure test of
354 + Table~\ref{tab:hugecr5yields} for the scale up/scale down variations
355 + from about 2$\sigma$ to about 1$\sigma$.
356 +
357 + Then, going back to Table~\ref{tab:fracdiff}, and reducing the scale
358 + up/scale
359 + down variations by a factor 2, we can see that a systematic
360 + uncertainty
361 + of 6\% would fully cover all of the variations from different MC
362 + samples in SRA and SRB.
363 + {\bf Thus, we take a 6\% systematic uncertainty,  constant as a
364 + function of signal region, as the systematic due to alternative MC
365 + models.}.
366 + Note that this 6\% is also consistent with the level at which we are
367 + able
368 + to test the closure of the method in CR5 for the high statistics
369 + regions
370 + (Table~\ref{tab:hugecr5yields}).
371 +
372 +
373 +
374 +
375 +
376 +
377 + %\begin{table}[!h]
378 + %\begin{center}
379 + %{\footnotesize
380 + %\begin{tabular}{l||c||c|c|c|c|c|c|c}
381 + %\hline
382 + %Sample              & Powheg & Madgraph & Mass Up & Mass Down & Scale
383 + %Up & Scale Down &
384 + %Match Up & Match Down \\
385 + %\hline
386 + %\hline
387 + %SRA     & $579 \pm 10$ & $569 \pm 16$ & $591 \pm 18$ & $610 \pm 22$ & $651 \pm 22$ & $537 \pm 16$ & $578 \pm 18$ & $570 \pm 17$  \\
388 + %\hline
389 + %SRB     & $328 \pm 7$ & $307 \pm 11$ & $329 \pm 13$ & $348 \pm 15$ & $344 \pm 15$ & $287 \pm 10$ & $313 \pm 13$ & $307 \pm 12$  \\
390 + %\hline
391 + %SRC     & $111 \pm 4$ & $99 \pm 5$ & $107 \pm 7$ & $113 \pm 8$ & $124 \pm 8$ & $95 \pm 6$ & $93 \pm 6$ & $106 \pm 6$  \\
392 + %\hline
393 + %SRD     & $39 \pm 2$ & $35 \pm 3$ & $41 \pm 4$ & $41 \pm 5$ & $47 \pm 5$ & $33 \pm 3$ & $31 \pm 3$ & $39 \pm 4$  \\
394 + %\hline
395 + %SRE     & $14 \pm 1$ & $15 \pm 2$ & $17 \pm 3$ & $12 \pm 3$ & $15 \pm 3$ & $13 \pm 2$ & $12 \pm 2$ & $16 \pm 2$  \\
396 + %\hline
397 + %\end{tabular}}
398 + %\caption{ \ttdl\ predictions for alternative MC samples. The uncertainties are statistical only.
399 + %\label{tab:ttdlalt}}
400 + %\end{center}
401 + %\end{table}
402 +
403 +
404 +
405 +
406 + %\begin{table}[!h]
407 + %\begin{center}
408 + %{\footnotesize
409 + %\begin{tabular}{l||c|c|c|c|c|c|c}
410 + %\hline
411 + %$N \sigma$     & Madgraph & Mass Up & Mass Down & Scale Up & Scale Down &
412 + %Match Up & Match Down \\
413 + %\hline
414 + %\hline
415 + %SRA     & $0.38$ & $0.42$ & $1.02$ & $2.34$ & $1.58$ & $0.01$ & $0.33$  \\
416 + %\hline
417 + %SRB     & $1.17$ & $0.07$ & $0.98$ & $0.76$ & $2.29$ & $0.78$ & $1.11$  \\
418 + %\hline
419 + %SRC     & $1.33$ & $0.37$ & $0.26$ & $1.24$ & $1.82$ & $1.97$ & $0.54$  \\
420 + %\hline
421 + %SRD     & $0.82$ & $0.46$ & $0.38$ & $1.32$ & $1.27$ & $1.47$ & $0.00$  \\
422 + %\hline
423 + %SRE     & $0.32$ & $0.75$ & $0.66$ & $0.07$ & $0.66$ & $0.83$ & $0.38$  \\
424 + %\hline
425 + %\end{tabular}}
426 + %\caption{ N $\sigma$ difference in \ttdl\ predictions for alternative MC samples.
427 + %\label{tab:nsig}}
428 + %\end{center}
429 + %\end{table}
430 +
431 +
432 + %\begin{table}[!h]
433 + %\begin{center}
434 + %\begin{tabular}{l||c|c|c|c}
435 + %\hline
436 + %Av. $\Delta$ Evt.     & Alt. Gen. & $\Delta$ Mass & $\Delta$ Scale
437 + %& $\Delta$ Match \\
438 + %\hline
439 + %\hline
440 + %SRA     & $5.0$ ($1\%$) & $9.6$ ($2\%$) & $56.8$ ($10\%$) & $4.4$ ($1\%$)  \\
441 + %\hline
442 + %SRB     & $10.4$ ($3\%$) & $9.6$ ($3\%$) & $28.2$ ($9\%$) & $2.8$ ($1\%$)  \\
443 + %\hline
444 + %SRC     & $5.7$ ($5\%$) & $3.1$ ($3\%$) & $14.5$ ($13\%$) & $6.4$ ($6\%$)  \\
445 + %\hline
446 + %SRD     & $1.9$ ($5\%$) & $0.1$ ($0\%$) & $6.9$ ($18\%$) & $3.6$ ($9\%$)  \\
447 + %\hline
448 + %SRE     & $0.5$ ($3\%$) & $2.3$ ($16\%$) & $1.0$ ($7\%$) & $1.8$ ($12\%$)  \\
449 + %\hline
450 + %\end{tabular}
451 + %\caption{ Av. difference in \ttdl\ events for alternative sample pairs.
452 + %\label{tab:devt}}
453 + %\end{center}
454 + %\end{table}
455 +
456 +
457 +
458 + \clearpage
459  
460   %
461   %
# Line 200 | Line 591 | The variations considered are
591   %\end{center}
592   %\end{table}
593  
594 + \subsection{Uncertainty from the isolated track veto}
595 + This is the uncertainty associated with how well the isolated track
596 + veto performance is modeled by the Monte Carlo.  This uncertainty
597 + only applies to the fraction of dilepton BG events that have
598 + a second e/$\mu$ or a one prong $\tau \to h$, with
599 + $P_T > 10$ GeV in $|\eta| < 2.4$.  This fraction is about 1/3, see
600 + Table~\ref{tab:trueisotrk}.
601 + The uncertainty for these events
602 + is 6\% and is obtained from Tag and Probe studies of Section~\ref{sec:trkveto}
603 +
604 + \begin{table}[!h]
605 + \begin{center}
606 + {\footnotesize
607 + \begin{tabular}{l||c|c|c|c|c|c|c}
608 + \hline
609 + Sample              & SRA & SRB & SRC & SRD & SRE & SRF & SRG \\
610 + \hline
611 + \hline
612 + $\mu$ Frac. \ttdl\ with true iso. trk.   & $0.32 \pm 0.03$ & $0.30 \pm 0.03$ & $0.32 \pm 0.06$ & $0.34 \pm 0.10$ & $0.35 \pm 0.16$ & $0.40 \pm 0.24$ & $0.50 \pm 0.32$  \\
613 + \hline
614 + \hline
615 + e Frac. \ttdl\ with true iso. trk.       & $0.32 \pm 0.03$ & $0.31 \pm 0.04$ & $0.33 \pm 0.06$ & $0.38 \pm 0.11$ & $0.38 \pm 0.19$ & $0.60 \pm 0.31$ & $0.61 \pm 0.45$  \\
616 + \hline
617 + \end{tabular}}
618 + \caption{ Fraction of \ttdl\ events with a true isolated track.
619 + \label{tab:trueisotrk}}
620 + \end{center}
621 + \end{table}
622  
623 < \subsection{Isolated Track Veto: Tag and Probe Studies}
623 > \subsubsection{Isolated Track Veto: Tag and Probe Studies}
624 > \label{sec:trkveto}
625  
206 [EVERYTHING IS 7TEV HERE, UPDATE WITH NEW RESULTS \\
207 ADD TABLE WITH FRACTION OF EVENTS THAT HAVE A TRUE ISOLATED TRACK]
626  
627   In this section we compare the performance of the isolated track veto in data and MC using tag-and-probe studies
628   with samples of Z$\to$ee and Z$\to\mu\mu$. The purpose of these studies is to demonstrate that the efficiency
629   to satisfy the isolated track veto requirements is well-reproduced in the MC, since if this were not the case
630 < we would need to apply a data-to-MC scale factor in order to correctly predict the \ttll\ background. This study
630 > we would need to apply a data-to-MC scale factor in order to correctly
631 > predict the \ttll\ background.
632 >
633 > This study
634   addresses possible data vs. MC discrepancies for the {\bf efficiency} to identify (and reject) events with a
635   second {\bf genuine} lepton (e, $\mu$, or $\tau\to$1-prong). It does not address possible data vs. MC discrepancies
636   in the fake rate for rejecting events without a second genuine lepton; this is handled separately in the top normalization
637   procedure by scaling the \ttlj\ contribution to match the data in the \mt\ peak after applying the isolated track veto.
638 +
639   Furthermore, we test the data and MC
640   isolated track veto efficiencies for electrons and muons since we are using a Z tag-and-probe technique, but we do not
641   directly test the performance for hadronic tracks from $\tau$ decays. The performance for hadronic $\tau$ decay products
# Line 228 | Line 650 | As discussed above, independent studies
650   leading to a total background uncertainty of less than 0.5\% (after taking into account the fraction of the total background
651   due to hadronic $\tau$ decays with \pt\ $>$ 10 GeV tracks), and we hence regard this effect as neglgigible.
652  
653 < The tag-and-probe studies are performed in the full 2011 data sample, and compared with the DYJets madgraph sample.
653 > The tag-and-probe studies are performed in the full data sample, and compared with the DYJets madgraph sample.
654   All events must contain a tag-probe pair (details below) with opposite-sign and satisfying the Z mass requirement 76--106 GeV.
655   We compare the distributions of absolute track isolation for probe electrons/muons in data vs. MC. The contributions to
656   this isolation sum are from ambient energy in the event from underlying event, pile-up and jet activitiy, and hence do
# Line 250 | Line 672 | The specific criteria for tags and probe
672  
673        \begin{itemize}
674        \item Electron passes full analysis ID/iso selection
675 <      \item \pt\ $>$ 30 GeV, $|\eta|<2.5$
676 <
255 <      \item Matched to 1 of the 2 electron tag-and-probe triggers
256 <        \begin{itemize}
257 <        \item \verb=HLT_Ele17_CaloIdVT_CaloIsoVT_TrkIdT_TrkIsoVT_SC8_Mass30_v*=
258 <        \item \verb=HLT_Ele17_CaloIdVT_CaloIsoVT_TrkIdT_TrkIsoVT_Ele8_Mass30_v*=
259 <        \end{itemize}
675 >      \item \pt\ $>$ 30 GeV, $|\eta|<2.1$
676 >      \item Matched to the single electron trigger \verb=HLT_Ele27_WP80_v*=
677        \end{itemize}
678  
679      \item{Probe criteria}
# Line 271 | Line 688 | The specific criteria for tags and probe
688        \begin{itemize}
689        \item Muon passes full analysis ID/iso selection
690        \item \pt\ $>$ 30 GeV, $|\eta|<2.1$
691 <      \item Matched to 1 of the 2 electron tag-and-probe triggers
691 >      \item Matched to 1 of the 2 single muon triggers
692          \begin{itemize}
693          \item \verb=HLT_IsoMu30_v*=
694          \item \verb=HLT_IsoMu30_eta2p1_v*=
# Line 289 | Line 706 | The absolute track isolation distributio
706   good agreement between data and MC. To be more quantitative, we compare the data vs. MC efficiencies to satisfy
707   absolute track isolation requirements varying from $>$ 1 GeV to $>$ 5 GeV, as summarized in Table~\ref{tab:isotrk}.
708   In the $\geq$0 and $\geq$1 jet bins where the efficiencies can be tested with statistical precision, the data and MC
709 < efficiencies agree within 7\%, and we apply this as a systematic uncertainty on the isolated track veto efficiency.
709 > efficiencies agree within 6\%, and we apply this as a systematic uncertainty on the isolated track veto efficiency.
710   For the higher jet multiplicity bins the statistical precision decreases, but we do not observe any evidence for
711   a data vs. MC discrepancy in the isolated track veto efficiency.
712  
# Line 300 | Line 717 | a data vs. MC discrepancy in the isolate
717  
718   \begin{figure}[hbt]
719    \begin{center}
720 <        %\includegraphics[width=0.3\linewidth]{plots/el_tkiso_0j.pdf}%
721 <        %\includegraphics[width=0.3\linewidth]{plots/mu_tkiso_0j.pdf}
722 <        %\includegraphics[width=0.3\linewidth]{plots/el_tkiso_1j.pdf}%
723 <        %\includegraphics[width=0.3\linewidth]{plots/mu_tkiso_1j.pdf}
724 <        %\includegraphics[width=0.3\linewidth]{plots/el_tkiso_2j.pdf}%
725 <        %\includegraphics[width=0.3\linewidth]{plots/mu_tkiso_2j.pdf}
726 <        %\includegraphics[width=0.3\linewidth]{plots/el_tkiso_3j.pdf}%
727 <        %\includegraphics[width=0.3\linewidth]{plots/mu_tkiso_3j.pdf}
728 <        %\includegraphics[width=0.3\linewidth]{plots/el_tkiso_4j.pdf}%
729 <        %\includegraphics[width=0.3\linewidth]{plots/mu_tkiso_4j.pdf}
720 >        \includegraphics[width=0.3\linewidth]{plots/el_tkiso_0j.pdf}%
721 >        \includegraphics[width=0.3\linewidth]{plots/mu_tkiso_0j.pdf}
722 >        \includegraphics[width=0.3\linewidth]{plots/el_tkiso_1j.pdf}%
723 >        \includegraphics[width=0.3\linewidth]{plots/mu_tkiso_1j.pdf}
724 >        \includegraphics[width=0.3\linewidth]{plots/el_tkiso_2j.pdf}%
725 >        \includegraphics[width=0.3\linewidth]{plots/mu_tkiso_2j.pdf}
726 >        \includegraphics[width=0.3\linewidth]{plots/el_tkiso_3j.pdf}%
727 >        \includegraphics[width=0.3\linewidth]{plots/mu_tkiso_3j.pdf}
728 >        \includegraphics[width=0.3\linewidth]{plots/el_tkiso_4j.pdf}%
729 >        \includegraphics[width=0.3\linewidth]{plots/mu_tkiso_4j.pdf}
730          \caption{
731            \label{fig:tnp} Comparison of the absolute track isolation in data vs. MC for electrons (left) and muons (right)
732   for events with the \njets\ requirement varied from \njets\ $\geq$ 0 to \njets\ $\geq$ 4.
# Line 324 | Line 741 | for events with the \njets\ requirement
741   \caption{\label{tab:isotrk} Comparison of the data vs. MC efficiencies to satisfy the indicated requirements
742   on the absolute track isolation, and the ratio of these two efficiencies. Results are indicated separately for electrons and muons and for various
743   jet multiplicity requirements.}
744 < \begin{tabular}{l|l|c|c|c|c|c}
744 > \begin{tabular}{l|c|c|c|c|c}
745 >
746 > %Electrons:
747 > %Selection            : ((((((((((abs(tagAndProbeMass-91)<15)&&(qProbe*qTag<0))&&((eventSelection&1)==1))&&(abs(tag->eta())<2.1))&&(tag->pt()>30.0))&&(HLT_Ele27_WP80_tag > 0))&&(met<30))&&(nbl==0))&&((leptonSelection&8)==8))&&(probe->pt()>30))&&(drprobe<0.05)
748 > %Total MC yields        : 2497277
749 > %Total DATA yields      : 2649453
750 > %Muons:
751 > %Selection            : ((((((((((abs(tagAndProbeMass-91)<15)&&(qProbe*qTag<0))&&((eventSelection&2)==2))&&(abs(tag->eta())<2.1))&&(tag->pt()>30.0))&&(HLT_IsoMu24_tag > 0))&&(met<30))&&(nbl==0))&&((leptonSelection&65536)==65536))&&(probe->pt()>30))&&(drprobe<0.05)
752 > %Total MC yields        : 3749863
753 > %Total DATA yields      : 4210022
754 > %Info in <TCanvas::MakeDefCanvas>:  created default TCanvas with name c1
755 > %Info in <TCanvas::Print>: pdf file plots/nvtx.pdf has been created
756 >
757   \hline
758   \hline
759 < e + $\geq$0 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
759 > e + $\geq$0 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
760   \hline
761 <      data   &  0.088 $\pm$ 0.0003   &  0.030 $\pm$ 0.0002   &  0.013 $\pm$ 0.0001   &  0.007 $\pm$ 0.0001   &  0.005 $\pm$ 0.0001  \\
762 <        mc   &  0.087 $\pm$ 0.0001   &  0.030 $\pm$ 0.0001   &  0.014 $\pm$ 0.0001   &  0.008 $\pm$ 0.0000   &  0.005 $\pm$ 0.0000  \\
763 <   data/mc   &     1.01 $\pm$ 0.00   &     0.99 $\pm$ 0.01   &     0.97 $\pm$ 0.01   &     0.95 $\pm$ 0.01   &     0.93 $\pm$ 0.01  \\
761 >      data   &  0.098 $\pm$ 0.0002   &  0.036 $\pm$ 0.0001   &  0.016 $\pm$ 0.0001   &  0.009 $\pm$ 0.0001   &  0.006 $\pm$ 0.0000  \\
762 >        mc   &  0.097 $\pm$ 0.0002   &  0.034 $\pm$ 0.0001   &  0.016 $\pm$ 0.0001   &  0.009 $\pm$ 0.0001   &  0.005 $\pm$ 0.0000  \\
763 >   data/mc   &     1.00 $\pm$ 0.00   &     1.04 $\pm$ 0.00   &     1.04 $\pm$ 0.01   &     1.03 $\pm$ 0.01   &     1.02 $\pm$ 0.01  \\
764 >
765   \hline
766   \hline
767 < $\mu$ + $\geq$0 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
767 > $\mu$ + $\geq$0 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
768   \hline
769 <      data   &  0.087 $\pm$ 0.0002   &  0.031 $\pm$ 0.0001   &  0.015 $\pm$ 0.0001   &  0.008 $\pm$ 0.0001   &  0.005 $\pm$ 0.0001  \\
770 <        mc   &  0.085 $\pm$ 0.0001   &  0.030 $\pm$ 0.0001   &  0.014 $\pm$ 0.0000   &  0.008 $\pm$ 0.0000   &  0.005 $\pm$ 0.0000  \\
771 <   data/mc   &     1.02 $\pm$ 0.00   &     1.06 $\pm$ 0.00   &     1.06 $\pm$ 0.01   &     1.03 $\pm$ 0.01   &     1.02 $\pm$ 0.01  \\
769 >      data   &  0.094 $\pm$ 0.0001   &  0.034 $\pm$ 0.0001   &  0.016 $\pm$ 0.0001   &  0.009 $\pm$ 0.0000   &  0.006 $\pm$ 0.0000  \\
770 >        mc   &  0.093 $\pm$ 0.0001   &  0.033 $\pm$ 0.0001   &  0.015 $\pm$ 0.0001   &  0.009 $\pm$ 0.0000   &  0.006 $\pm$ 0.0000  \\
771 >   data/mc   &     1.01 $\pm$ 0.00   &     1.03 $\pm$ 0.00   &     1.03 $\pm$ 0.01   &     1.03 $\pm$ 0.01   &     1.02 $\pm$ 0.01  \\
772 >
773   \hline
343 \hline
344 e + $\geq$1 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
774   \hline
775 <      data   &  0.099 $\pm$ 0.0008   &  0.038 $\pm$ 0.0005   &  0.019 $\pm$ 0.0004   &  0.011 $\pm$ 0.0003   &  0.008 $\pm$ 0.0002  \\
347 <        mc   &  0.100 $\pm$ 0.0004   &  0.038 $\pm$ 0.0003   &  0.019 $\pm$ 0.0002   &  0.012 $\pm$ 0.0002   &  0.008 $\pm$ 0.0001  \\
348 <   data/mc   &     0.99 $\pm$ 0.01   &     1.00 $\pm$ 0.02   &     0.99 $\pm$ 0.02   &     0.98 $\pm$ 0.03   &     0.97 $\pm$ 0.03  \\
775 > e + $\geq$1 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
776   \hline
777 +      data   &  0.110 $\pm$ 0.0005   &  0.044 $\pm$ 0.0003   &  0.022 $\pm$ 0.0002   &  0.014 $\pm$ 0.0002   &  0.009 $\pm$ 0.0002  \\
778 +        mc   &  0.110 $\pm$ 0.0005   &  0.042 $\pm$ 0.0003   &  0.021 $\pm$ 0.0002   &  0.013 $\pm$ 0.0002   &  0.009 $\pm$ 0.0001  \\
779 +   data/mc   &     1.00 $\pm$ 0.01   &     1.04 $\pm$ 0.01   &     1.06 $\pm$ 0.02   &     1.08 $\pm$ 0.02   &     1.06 $\pm$ 0.03  \\
780 +
781   \hline
351 $\mu$ + $\geq$1 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
782   \hline
783 <      data   &  0.100 $\pm$ 0.0006   &  0.041 $\pm$ 0.0004   &  0.022 $\pm$ 0.0003   &  0.014 $\pm$ 0.0002   &  0.010 $\pm$ 0.0002  \\
354 <        mc   &  0.099 $\pm$ 0.0004   &  0.039 $\pm$ 0.0002   &  0.020 $\pm$ 0.0002   &  0.013 $\pm$ 0.0001   &  0.009 $\pm$ 0.0001  \\
355 <   data/mc   &     1.01 $\pm$ 0.01   &     1.05 $\pm$ 0.01   &     1.05 $\pm$ 0.02   &     1.06 $\pm$ 0.02   &     1.06 $\pm$ 0.03  \\
783 > $\mu$ + $\geq$1 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
784   \hline
785 +      data   &  0.106 $\pm$ 0.0004   &  0.043 $\pm$ 0.0003   &  0.023 $\pm$ 0.0002   &  0.014 $\pm$ 0.0002   &  0.010 $\pm$ 0.0001  \\
786 +        mc   &  0.106 $\pm$ 0.0004   &  0.042 $\pm$ 0.0003   &  0.021 $\pm$ 0.0002   &  0.013 $\pm$ 0.0002   &  0.009 $\pm$ 0.0001  \\
787 +   data/mc   &     1.00 $\pm$ 0.01   &     1.04 $\pm$ 0.01   &     1.06 $\pm$ 0.01   &     1.08 $\pm$ 0.02   &     1.07 $\pm$ 0.02  \\
788 +
789   \hline
358 e + $\geq$2 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
790   \hline
791 <      data   &  0.105 $\pm$ 0.0020   &  0.042 $\pm$ 0.0013   &  0.021 $\pm$ 0.0009   &  0.013 $\pm$ 0.0007   &  0.009 $\pm$ 0.0006  \\
361 <        mc   &  0.109 $\pm$ 0.0011   &  0.043 $\pm$ 0.0007   &  0.021 $\pm$ 0.0005   &  0.013 $\pm$ 0.0004   &  0.009 $\pm$ 0.0003  \\
362 <   data/mc   &     0.96 $\pm$ 0.02   &     0.97 $\pm$ 0.03   &     1.00 $\pm$ 0.05   &     1.01 $\pm$ 0.06   &     0.97 $\pm$ 0.08  \\
791 > e + $\geq$2 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
792   \hline
793 +      data   &  0.117 $\pm$ 0.0012   &  0.050 $\pm$ 0.0008   &  0.026 $\pm$ 0.0006   &  0.017 $\pm$ 0.0005   &  0.012 $\pm$ 0.0004  \\
794 +        mc   &  0.120 $\pm$ 0.0012   &  0.048 $\pm$ 0.0008   &  0.025 $\pm$ 0.0006   &  0.016 $\pm$ 0.0005   &  0.011 $\pm$ 0.0004  \\
795 +   data/mc   &     0.97 $\pm$ 0.01   &     1.05 $\pm$ 0.02   &     1.05 $\pm$ 0.03   &     1.07 $\pm$ 0.04   &     1.07 $\pm$ 0.05  \\
796 +
797   \hline
365 $\mu$ + $\geq$2 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
798   \hline
799 <      data   &  0.106 $\pm$ 0.0016   &  0.045 $\pm$ 0.0011   &  0.025 $\pm$ 0.0008   &  0.016 $\pm$ 0.0007   &  0.012 $\pm$ 0.0006  \\
800 <        mc   &  0.108 $\pm$ 0.0009   &  0.044 $\pm$ 0.0006   &  0.024 $\pm$ 0.0004   &  0.016 $\pm$ 0.0004   &  0.011 $\pm$ 0.0003  \\
801 <   data/mc   &     0.98 $\pm$ 0.02   &     1.04 $\pm$ 0.03   &     1.04 $\pm$ 0.04   &     1.04 $\pm$ 0.05   &     1.06 $\pm$ 0.06  \\
799 > $\mu$ + $\geq$2 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
800 > \hline
801 >      data   &  0.111 $\pm$ 0.0010   &  0.048 $\pm$ 0.0007   &  0.026 $\pm$ 0.0005   &  0.018 $\pm$ 0.0004   &  0.013 $\pm$ 0.0004  \\
802 >        mc   &  0.115 $\pm$ 0.0010   &  0.048 $\pm$ 0.0006   &  0.025 $\pm$ 0.0005   &  0.016 $\pm$ 0.0004   &  0.012 $\pm$ 0.0003  \\
803 >   data/mc   &     0.97 $\pm$ 0.01   &     1.01 $\pm$ 0.02   &     1.04 $\pm$ 0.03   &     1.09 $\pm$ 0.04   &     1.09 $\pm$ 0.04  \\
804 >
805   \hline
806   \hline
807 < e + $\geq$3 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
807 > e + $\geq$3 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
808   \hline
809 <      data   &  0.117 $\pm$ 0.0055   &  0.051 $\pm$ 0.0038   &  0.029 $\pm$ 0.0029   &  0.018 $\pm$ 0.0023   &  0.012 $\pm$ 0.0019  \\
810 <        mc   &  0.120 $\pm$ 0.0031   &  0.052 $\pm$ 0.0021   &  0.027 $\pm$ 0.0015   &  0.018 $\pm$ 0.0012   &  0.013 $\pm$ 0.0011  \\
811 <   data/mc   &     0.97 $\pm$ 0.05   &     0.99 $\pm$ 0.08   &     1.10 $\pm$ 0.13   &     1.03 $\pm$ 0.15   &     0.91 $\pm$ 0.16  \\
809 >      data   &  0.123 $\pm$ 0.0031   &  0.058 $\pm$ 0.0022   &  0.034 $\pm$ 0.0017   &  0.023 $\pm$ 0.0014   &  0.017 $\pm$ 0.0012  \\
810 >        mc   &  0.131 $\pm$ 0.0030   &  0.055 $\pm$ 0.0020   &  0.030 $\pm$ 0.0015   &  0.020 $\pm$ 0.0013   &  0.015 $\pm$ 0.0011  \\
811 >   data/mc   &     0.94 $\pm$ 0.03   &     1.06 $\pm$ 0.06   &     1.14 $\pm$ 0.08   &     1.16 $\pm$ 0.10   &     1.17 $\pm$ 0.12  \\
812 >
813   \hline
814   \hline
815 < $\mu$ + $\geq$3 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
815 > $\mu$ + $\geq$3 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
816   \hline
817 <      data   &  0.111 $\pm$ 0.0044   &  0.050 $\pm$ 0.0030   &  0.029 $\pm$ 0.0024   &  0.019 $\pm$ 0.0019   &  0.014 $\pm$ 0.0017  \\
818 <        mc   &  0.115 $\pm$ 0.0025   &  0.051 $\pm$ 0.0017   &  0.030 $\pm$ 0.0013   &  0.020 $\pm$ 0.0011   &  0.015 $\pm$ 0.0009  \\
819 <   data/mc   &     0.97 $\pm$ 0.04   &     0.97 $\pm$ 0.07   &     0.95 $\pm$ 0.09   &     0.97 $\pm$ 0.11   &     0.99 $\pm$ 0.13  \\
817 >      data   &  0.121 $\pm$ 0.0025   &  0.055 $\pm$ 0.0018   &  0.033 $\pm$ 0.0014   &  0.022 $\pm$ 0.0011   &  0.017 $\pm$ 0.0010  \\
818 >        mc   &  0.120 $\pm$ 0.0024   &  0.052 $\pm$ 0.0016   &  0.029 $\pm$ 0.0012   &  0.019 $\pm$ 0.0010   &  0.014 $\pm$ 0.0009  \\
819 >   data/mc   &     1.01 $\pm$ 0.03   &     1.06 $\pm$ 0.05   &     1.14 $\pm$ 0.07   &     1.14 $\pm$ 0.08   &     1.16 $\pm$ 0.10  \\
820 >
821   \hline
822   \hline
823 < e + $\geq$4 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
823 > e + $\geq$4 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
824   \hline
825 <      data   &  0.113 $\pm$ 0.0148   &  0.048 $\pm$ 0.0100   &  0.033 $\pm$ 0.0083   &  0.020 $\pm$ 0.0065   &  0.017 $\pm$ 0.0062  \\
826 <        mc   &  0.146 $\pm$ 0.0092   &  0.064 $\pm$ 0.0064   &  0.034 $\pm$ 0.0048   &  0.024 $\pm$ 0.0040   &  0.021 $\pm$ 0.0037  \\
827 <   data/mc   &     0.78 $\pm$ 0.11   &     0.74 $\pm$ 0.17   &     0.96 $\pm$ 0.28   &     0.82 $\pm$ 0.30   &     0.85 $\pm$ 0.34  \\
825 >      data   &  0.129 $\pm$ 0.0080   &  0.070 $\pm$ 0.0061   &  0.044 $\pm$ 0.0049   &  0.031 $\pm$ 0.0042   &  0.021 $\pm$ 0.0034  \\
826 >        mc   &  0.132 $\pm$ 0.0075   &  0.059 $\pm$ 0.0053   &  0.035 $\pm$ 0.0041   &  0.025 $\pm$ 0.0035   &  0.017 $\pm$ 0.0029  \\
827 >   data/mc   &     0.98 $\pm$ 0.08   &     1.18 $\pm$ 0.15   &     1.26 $\pm$ 0.20   &     1.24 $\pm$ 0.24   &     1.18 $\pm$ 0.28  \\
828 >
829   \hline
830   \hline
831 < $\mu$ + $\geq$4 jets            &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
831 > $\mu$ + $\geq$4 jets   &           $>$ 1 GeV   &           $>$ 2 GeV   &           $>$ 3 GeV   &           $>$ 4 GeV   &           $>$ 5 GeV  \\
832   \hline
833 <      data   &  0.130 $\pm$ 0.0128   &  0.052 $\pm$ 0.0085   &  0.028 $\pm$ 0.0063   &  0.019 $\pm$ 0.0052   &  0.019 $\pm$ 0.0052  \\
834 <        mc   &  0.105 $\pm$ 0.0064   &  0.045 $\pm$ 0.0043   &  0.027 $\pm$ 0.0034   &  0.019 $\pm$ 0.0028   &  0.014 $\pm$ 0.0024  \\
835 <   data/mc   &     1.23 $\pm$ 0.14   &     1.18 $\pm$ 0.22   &     1.03 $\pm$ 0.27   &     1.01 $\pm$ 0.32   &     1.37 $\pm$ 0.45  \\
833 >      data   &  0.136 $\pm$ 0.0067   &  0.064 $\pm$ 0.0048   &  0.041 $\pm$ 0.0039   &  0.029 $\pm$ 0.0033   &  0.024 $\pm$ 0.0030  \\
834 >        mc   &  0.130 $\pm$ 0.0063   &  0.065 $\pm$ 0.0046   &  0.035 $\pm$ 0.0034   &  0.020 $\pm$ 0.0026   &  0.013 $\pm$ 0.0022  \\
835 >   data/mc   &     1.04 $\pm$ 0.07   &     0.99 $\pm$ 0.10   &     1.19 $\pm$ 0.16   &     1.47 $\pm$ 0.25   &     1.81 $\pm$ 0.37  \\
836 >
837   \hline
838   \hline
839  
# Line 403 | Line 842 | jet multiplicity requirements.}
842   \end{table}
843  
844  
406
845   %Figure.~\ref{fig:reliso} compares the relative track isolation
846   %for events with a track with $\pt > 10~\GeV$ in addition to a selected
847   %muon for $\Z+4$ jet events and various \ttll\ components. The
# Line 454 | Line 892 | jet multiplicity requirements.}
892   %END SECTION TO WRITE OUT
893  
894  
895 < {\bf fix me: What you have written in the next paragraph does not explain how $\epsilon_{fake}$ is measured.
896 < Why not measure $\epsilon_{fake}$ in the b-veto region?}
895 > %{\bf fix me: What you have written in the next paragraph does not
896 > %explain how $\epsilon_{fake}$ is measured.
897 > %Why not measure $\epsilon_{fake}$ in the b-veto region?}
898  
899   %A measurement of the $\epsilon_{fake}$ in data is non-trivial. However, it is
900   %possible to correct for differences in the $\epsilon_{fake}$ between data and MC by
# Line 483 | Line 922 | Why not measure $\epsilon_{fake}$ in the
922   %      \end{center}
923   %\end{figure}
924  
925 + % \subsection{Summary of uncertainties}
926 + % \label{sec:bgunc-bottomline}.
927 +
928 + % THIS NEEDS TO BE WRITTEN

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